{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import mel_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 48\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"constant\"\n",
    "\n",
    "# compute the mel filter banks\n",
    "mel_filbanks = mel_fbanks.mel_filter_banks(nfilts=nfilts,\n",
    "                                              nfft=nfft,\n",
    "                                              fs=fs,\n",
    "                                              low_freq=low_freq,\n",
    "                                              high_freq=high_freq,\n",
    "                                              scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(mel_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n",
    "\n",
    "\n",
    "# compute the inverse mel filter banks\n",
    "imel_filbanks = mel_fbanks.inverse_mel_filter_banks(nfilts=nfilts,\n",
    "                                                    nfft=nfft,\n",
    "                                                    fs=fs,\n",
    "                                                    low_freq=low_freq,\n",
    "                                                    high_freq=high_freq,\n",
    "                                                    scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(imel_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import mel_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 48\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"ascendant\"\n",
    "\n",
    "# compute the mel filter banks\n",
    "mel_filbanks = mel_fbanks.mel_filter_banks(nfilts=nfilts,\n",
    "                                              nfft=nfft,\n",
    "                                              fs=fs,\n",
    "                                              low_freq=low_freq,\n",
    "                                              high_freq=high_freq,\n",
    "                                              scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(mel_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n",
    "\n",
    "\n",
    "# compute the inverse mel filter banks\n",
    "imel_filbanks = mel_fbanks.inverse_mel_filter_banks(nfilts=nfilts,\n",
    "                                                    nfft=nfft,\n",
    "                                                    fs=fs,\n",
    "                                                    low_freq=low_freq,\n",
    "                                                    high_freq=high_freq,\n",
    "                                                    scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(imel_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from spafe.utils import vis\n",
    "from spafe.fbanks import mel_fbanks\n",
    "\n",
    "# init vars\n",
    "nfilts = 48\n",
    "nfft = 512\n",
    "fs = 16000\n",
    "low_freq = 0\n",
    "high_freq = 8000\n",
    "scale = \"descendant\"\n",
    "\n",
    "# compute the mel filter banks\n",
    "mel_filbanks = mel_fbanks.mel_filter_banks(nfilts=nfilts,\n",
    "                                              nfft=nfft,\n",
    "                                              fs=fs,\n",
    "                                              low_freq=low_freq,\n",
    "                                              high_freq=high_freq,\n",
    "                                              scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(mel_filbanks, \"Amplitude\", \"Frequency (Hz)\")\n",
    "\n",
    "\n",
    "# compute the inverse mel filter banks\n",
    "imel_filbanks = mel_fbanks.mel_filter_banks(nfilts=nfilts,\n",
    "                                              nfft=nfft,\n",
    "                                              fs=fs,\n",
    "                                              low_freq=low_freq,\n",
    "                                              high_freq=high_freq,\n",
    "                                              scale=scale)\n",
    "# plot filter banks\n",
    "vis.visualize_fbanks(imel_filbanks, \"Amplitude\", \"Frequency (Hz)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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    "name": "ipython",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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